# **Data overview**

## **Notes**

- Each record represents 1-hour candlesticks.
- Most features were created using the ta-lib technical analysis library.
- Numerical data in `train_dataset.csv` has already been processed with robust scaling, while categorical features have been label encoded.

## **`raw_1h_data.csv`**

### **Index**

- **datetime** - date and time (in `YYYY-MM-DD HH:MM:SS` format), indicating the timestamp for each record.

### **Features**

1. **open** - opening price for the hourly interval.
2. **high** - highest price reached during the hour.
3. **low** - lowest price reached during the hour.
4. **close** - closing price for the hourly interval.
5. **volume** - trading volume traded during that hour.

## **`train_dataset.csv`**

### **Index**

- **datetime** - date and time (in `YYYY-MM-DD HH:MM:SS` format), indicating the timestamp for each record.

### **Features**

1. **volume** - trading volume traded during the hour.
2. **SAREXT** - Extended Parabolic SAR.
3. **BBANDS_168_lower** - Lower Bollinger Band with 168-hour lookback.
4. **ADXR_24** - Average Directional Movement Index Rating with 24-hour lookback.
5. **ADXR_72** - Average Directional Movement Index Rating with 72-hour lookback.
6. **ADXR_168** - Average Directional Movement Index Rating with 168-hour lookback.
7. **DX_24** - Directional Movement Index with 24-hour lookback.
8. **STOCHRSI_D** - Stochastic RSI D-line.
9. **APO** - Absolute Price Oscillator.
10. **TRIX_24** - 1-day Rate-of-Change of Triple Smooth EMA with 24-hour lookback.
11. **TRIX_168** - 1-day Rate-of-Change of Triple Smooth EMA with 168-hour lookback.
12. **ADOSC** - Chaikin A/D Oscillator.
13. **HT_DCPERIOD** - Hilbert Transform - Dominant Cycle Period.
14. **HT_PHASOR_inphase** - Hilbert Transform Phasor Component.
15. **candles_since_start** - Cumulative count of candles elapsed since the beginning of the dataset.
16. **day_sin** - Sine component of circular encoding for time of day.
17. **day_cos** - Cosine component of circular encoding for time of day.
18. **dayofweek_sin** - Sine component of circular encoding for day of week.
19. **dayofyear_sin** - Sine component of circular encoding for day of year.
20. **dayofyear_cos** - Cosine component of circular encoding for day of year.
21. **target** - Target variable (closing price of the next record).